Blog · Risk

Risk deep-dives.

33 articles on Risk — how it works under the hood and how we build it.

Jun 6, 2026·5 min read

How to Prevent Liquidation Risk on a Hyperliquid Perpetuals Bot

Cross-margin accounts on Hyperliquid can cascade liquidations across positions if one leg moves against you. This post details maintenance margin monitoring, auto-deleverage awareness, and hedge triggers that keep your bot solvent.

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Risk

May 29, 2026·5 min read

Real-Time Alerting for Trading Bots With PagerDuty and Telegram

Silent failures are more dangerous than loud ones. This tutorial shows how to route position breach, latency spike, and fill anomaly alerts from your bot to PagerDuty escalation policies and a Telegram ops channel.

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Risk

May 23, 2026·5 min read

How to Build a Kill Switch for Your Solana Trading Bot

A kill switch is the last line of defense when a bot goes rogue. This guide walks through implementing a hardware and software kill switch that halts all open orders and cancels positions on Solana within milliseconds.

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Risk

Apr 29, 2026·6 min read

Real-Time P&L Alerting for Trading Bots: Telegram + Grafana Setup

Covers wiring a bot's position and realized-P&L stream into a Grafana time-series dashboard, configuring threshold-based Telegram alerts for drawdown and flat-fee cost overruns, and avoiding alert fatigue with cooldown windows and deduplication.

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Risk

Apr 21, 2026·5 min read

How to Paper-Trade a Solana Bot Before Going Live With Real Capital

Skipping a dry-run phase is one of the most expensive mistakes new bot operators make. We explain how to wire a Solana bot to a devnet fork or a shadow ledger so strategy logic is validated without risking a single lamport.

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Risk

Apr 19, 2026·5 min read

How to Build a Hard Kill Switch for Solana Trading Bots

Step-by-step guide to implementing a reliable kill switch using Solana account freezing, on-chain authority revocation, and an out-of-band emergency shutdown endpoint so your bot halts within one slot even if your main server is compromised.

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Risk

Apr 12, 2026·6 min read

How Much Does a TON Smart Contract Audit Cost in 2026

TON smart contract audit cost in 2026 ranges from $3k automated scans to $15k+ manual reviews — here's what sets the tiers apart.

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Risk

Apr 9, 2026·6 min read

Jetton and NFT Standard Pitfalls That Fail a TON Audit

A jetton contract audit keeps flagging the same TEP-74/TEP-62 mistakes: bounce handling, gas forwarding, and minter access control gone wrong.

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Risk

Apr 1, 2026·6 min read

Position Sizing for Hyperliquid Bots: Kelly, Vol-Targeting, ADL Risk

Position sizing for a Hyperliquid trading bot means more than Kelly. Size perps against ADL queues, OI caps, and leverage tiers with vol-targeting that survives squeezes.

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Risk

Mar 31, 2026·7 min read

Circuit Breakers for Solana Bots: Halt Trading on Depeg & Oracle Gaps

Build a trading bot circuit breaker on Solana that halts on Pyth/Switchboard stale feeds, stablecoin depegs, and Jupiter route divergence before the kill-switch.

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Risk

Mar 30, 2026·7 min read

Slippage & Price-Impact Guards for Jupiter Swap Bots

Build jupiter swap slippage protection into your bot with dynamic caps, per-route minOut simulation, and price-impact rejection so thin Meteora/Orca pools never wreck a fill.

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Risk

Mar 28, 2026·7 min read

Managing UMA Resolution Risk in Polymarket Bots Pre-Settlement

Polymarket resolution risk management for bots: quantify the odds a UMA proposal resolves against your position and auto-exit before the challenge window closes.

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Risk

Mar 27, 2026·6 min read

Jito Bundle Failure Risk: Handling Reverts, Tips & Uncled Bundles

A practical jito bundle failure risk management guide: model tip bleed, bound uncled-bundle cost, and stop partial-fill exposure from silently draining a searcher bot.

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Risk

Mar 26, 2026·6 min read

Inventory Risk in Meteora DLMM LP Bots: Bin Drift & IL Limits

Manage meteora DLMM impermanent loss risk in your bot with programmatic bin-drift and IL thresholds that auto-rebalance or exit before inventory bleeds you.

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Risk

Mar 26, 2026·7 min read

Pyth vs Chainlink vs Switchboard: Oracle Risk on Solana Perps

How Pyth, Chainlink, and Switchboard differ on staleness and manipulation risk, and what a Solana perp-DEX oracle audit must check for each.

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Risk

Mar 25, 2026·7 min read

Hot Wallet Key Risk for Trading Bots: HSM, MPC & Signer Isolation

Trading bot private key security fails when strategy code holds signing keys. How we isolate signers with MPC/HSM and per-strategy hot-wallet caps.

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Risk

Mar 25, 2026·6 min read

How Hyperliquid's HLP Vault Really Absorbs Liquidation Risk

Delivered a 1,239-word publication-ready blog article for TierZero on Hyperliquid HLP liquidation risk, with a worked bankruptcy-price example, ADL mechanics, the March 2025 JELLY case, and required internal links.

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Risk

Mar 24, 2026·7 min read

Correlation Risk in Multi-Strategy Bots: Netting Exposure Across Venues

Portfolio correlation risk trading bot crypto: how to net exposure across Solana, Hyperliquid and Polymarket so stacked correlated bets don't blow up.

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Risk

Mar 24, 2026·7 min read

Multisig vs MPC Wallets: Cutting Custody Risk for Trading Bots

Multisig vs MPC wallet custody risk compared for trading bots: signing latency, gas cost, vendor lock-in, and which to use when.

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Risk

Mar 6, 2026·4 min read

Is Multisig Worth the Latency Cost for a Solana HFT Bot Wallet?

Squads and other Solana multisig programs add an on-chain approval step that can introduce tens of milliseconds of signing overhead. We benchmark the latency impact and explain when multisig is a non-negotiable control versus an overkill choice.

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Risk

Feb 13, 2026·6 min read

Is It Worth Hiring a Dedicated Risk Engineer for a Crypto HFT Fund?

Breaks down what a risk engineer actually does day-to-day for a Solana or Hyperliquid HFT operation — pre-trade checks, live monitoring, post-trade attribution — and compares the cost and coverage against off-the-shelf risk middleware like Architect or custom Python tooling.

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Risk

Feb 8, 2026·7 min read

Slippage Protection Techniques for Polymarket AMM Trading Bots

Explains how Polymarket's CLOB and AMM liquidity pools create adverse-fill risk, demonstrates how to set dynamic max-slippage parameters based on order-book depth snapshots, and shows how to abort or retry orders when realized slippage exceeds tolerance.

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Risk

Feb 5, 2026·6 min read

Setting Per-Asset Position Limits on Hyperliquid for HFT Bots

Walks through Hyperliquid's API leverage and notional caps, shows how to enforce a hard notional ceiling client-side before order submission, and explains why relying solely on exchange limits can still leave you over-exposed during rapid fills.

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Risk

Jan 25, 2026·5 min read

Slippage Protection Strategies for Polymarket Market-Making Bots

Thin order books on Polymarket prediction markets can turn a profitable fill into a loss in milliseconds. We break down slippage tolerance settings, dynamic spread widening, and fill-or-kill order logic that keep your bot profitable.

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Risk

Jan 22, 2026·5 min read

Hot Wallet Key Management Best Practices for Solana HFT Bots

A compromised signing key means instant, irreversible loss. This guide covers hardware security modules, ephemeral key rotation, environment variable hygiene, and multisig approvals for Solana bot wallets under production load.

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Risk

Jan 13, 2026·5 min read

Incident Response Runbook for a Live Crypto Trading Bot Outage

When a bot stops filling orders at 3 AM, every minute of confusion costs money. This runbook covers triage steps, rollback procedures, exchange contact escalations, and post-mortem templates for HFT bot incidents.

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Risk

Jan 12, 2026·5 min read

What Does It Cost to Hire a Risk Engineer for a Crypto Bot Studio?

Risk engineering for HFT bots sits at the intersection of quant finance and systems programming, making it one of the most expensive hires in the space. We break down market rates, scope of work, and when to outsource versus build in-house.

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Risk

Dec 20, 2025·4 min read

Best Open-Source Risk Management Libraries for Solana Trading Bots

From position sizing utilities to on-chain transaction simulation, a handful of battle-tested libraries handle the heavy lifting so you are not reinventing drawdown math. We review the top options compatible with Anchor and raw Solana web3.js.

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Risk

Nov 15, 2025·4 min read

Drawdown Controls and Circuit Breakers for Crypto Trading Bots

Defining maximum daily drawdown thresholds and wiring them to automated circuit breakers prevents a single bad session from destroying a strategy. This post covers the math, the trigger logic, and real implementation patterns.

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Risk

Nov 6, 2025·6 min read

Private Key Management for Solana Bots: HSM vs Vault vs Env Vars

Compares hardware security modules (YubiHSM 2), HashiCorp Vault transit secrets, and plaintext env vars for storing Solana signer keys, covering operational cost, latency impact on HFT throughput, and minimum-viable key rotation procedures.

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Risk

Nov 5, 2025·7 min read

Incident Response Playbook for Crypto Trading Bot Failures

A concrete, role-by-role runbook covering the first 15 minutes after a bot goes rogue: who kills positions, how to audit the Solana or Hyperliquid trade history, what to preserve for post-mortem, and how to communicate with counterparties or LPs.

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Risk

Oct 17, 2025·6 min read

Build a Rolling Drawdown Circuit Breaker for Crypto Bots in Python

Implements a real-time equity-curve monitor in Python that calculates 1-hour and 24-hour rolling drawdown, trips a circuit breaker at configurable thresholds, and sends a PagerDuty alert before flattening all open positions.

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Risk

Oct 16, 2025·5 min read

Setting Position Limits and Exposure Caps on Hyperliquid

Uncapped exposure is how HFT bots blow up accounts overnight. Learn how to enforce per-asset position limits and total portfolio exposure caps using Hyperliquid's API and on-chain margin accounting.

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